{"id":"W7117239239","doi":"10.21083/caree.v1i1.8944","title":"Dual Challenge of Climate Change and Misinformation: How Misinformation Shapes Vulnerability and Adaptation in Rural Communities in Pakistan","year":2025,"lang":"","type":"article","venue":"Canadian Agri-food & Rural Advisory Extension and Education Journal","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Misinformation; Focus group; Climate change; Vulnerability (computing); Livelihood; Psychological resilience; Thematic analysis; Adaptive capacity; Risk perception; Climate risk","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001722692,0.0002484842,0.0002840174,0.0006861594,0.004887219,0.003256272,0.0004513896,0.0008265695,0.001740849],"category_scores_gemma":[0.004401103,0.0002416732,0.0002635593,0.0007654951,0.003823583,0.002071023,0.003113208,0.001141889,0.000128806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00267089,"about_ca_system_score_gemma":0.003758132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0275601,"about_ca_topic_score_gemma":0.03714791,"domain_scores_codex":[0.9986007,0.0007728086,0.00004350795,0.0001167868,0.0001481818,0.0003181139],"domain_scores_gemma":[0.9962233,0.001972745,0.0008448795,0.0001208049,0.0003444752,0.000493782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001366493,0.0003216671,0.4491768,0.0001751593,0.00006012318,0.002194342,0.5220556,0.0004691053,0.001222003,0.003353782,0.0007041528,0.02013069],"study_design_scores_gemma":[0.000009742249,0.0001564628,0.2465969,0.0001446363,0.00003491986,0.0004401809,0.7440213,0.000858668,0.0002647699,0.003320995,0.004107521,0.00004387599],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997324,0.00009445786,0.0001231054,0.0005020197,0.000004034087,0.00001049541,0.00001098758,9.187881e-7,0.001929971],"genre_scores_gemma":[0.9996526,0.0001036835,0.00005735498,0.00005193954,0.000001846893,0.000005642569,0.000005389992,5.144391e-7,0.0001209645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0275601,"threshold_uncertainty_score":0.05479932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1890362609158872,"score_gpt":0.3668619728608218,"score_spread":0.1778257119449346,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}